Lecture Notes (Stat 135)
Material for a class on mathematical statistics and data analysis
- 01 - Probability Reminder
- 05 - Stratified Random Sampling
- 07 - Fisher Exact Test
- 08 - Goodness of fit Test
- 09 - Independence Test
- 10 - Statistical Analysis Overview
- 11 - Method of Moments
- 12 - Method of Maximum Likehood
- 13 - Bias and Consistency
- 15 - Maximum Likehood for 2 variables
- 16 - Method of Least Squares
- 17 - Geometry of the Least Squares
- 18 - Predictions and Regressions
- 19 - The noise triangle and sphere
- 20 - LSE Sampling Distributions
- 21 - Regression Parameters t-Tests
- 22 - Sample Space Geometry
- 23 - Analysis of Variance
- 24 - Review Sessions (I & II)
- 25 - Regression in the Correlation Sphere
Review of some concepts in linear algebra that are useful in statistics (and game theory)